( )
(
) ( )
( ) 95
( ANCOVA) ( )
( ) ( )
( )
( ) ( )
The Effects of Applying Reciprocal
Multi-representation Instructional Strategy In Teaching the Concepts of Convection
Ting-jung Chiu
Abstract
The purpose of this study was to investigate the differences of effects among applying reciprocal multi-representation instructional strategy ,
multimedia learning object display method and traditional instructional method in teaching the concepts of convection for elementary students.
The study used a quasi-experimental design. The samples were 95 students selected from three 5
thgrade classes of an elementary school in Ping-Tung county. The samples from three classes were randomly assigned into three groups as experimental group I (reciprocal multi-representation
instructional strategy), experimental group II (multimedia learning object display ) and control group (common instructional method). Research data were analyzed with ANCOVA . The study results were found as following:1. post-test : (1) experimental group I attained higher instructional effects than the other groups . There was no significant difference between experimental group II and control group ; (2) In
concept comprehension and life experience items, experimental group I attained higher instructional effects than the other groups. There was no significant difference between experimental group II and control group in different learning content ; (3) In low learning ability groups,
experimental group I attained higher instructional effects than the other groups. There was no significant difference between experimental group II and control group in different leaning ability;2. delayed test:
(1) experimental group I attained higher learning retention than the other
groups. There was no significant difference between experimental group II
and control group ; (2) In concept comprehension items , experimental
group I attained higher learning retention than the other groups. There was
no significant difference between experimental group II and control
group in different learning content ; (3) In low learning ability groups,
experimental group I attained higher learning retention than the other
groups. There was no significant difference between experimental group II
and control group in different leaning ability.
Key words reciprocal multi-representation instructional strategy ;
the conception of convection ; Information technology
integrated instruction
1
1
4
5
6
8
8
11
11
34
41
53
60
69
74
77
77
83
86
90
91
99
105 105 124 141 155 171 172 178 181
183 188
( ) 191
( ) 195
( ) 199
202 204
( ) 210
( ) 212
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2-1 21
2-2 33
2-3 49
2-4 66
3-1 86
3-2 90
3-3 93
3-4 ( ) 99
3-5 100
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3-7 Cronbach s 102
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4-2 107
4-3 108
4-4 108
4-5 LSD 109
4-6
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4-7 111
4-8 112
4-9 LSD 112
4-10
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4-11 113
4-12 115
4-13
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4-14 116
4-15 117
4-16 LSD 117
4-17
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4-18 119
4-19 120
4-20
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4-21 122
4-22 123
4-23 LSD 123
4-24 124
4-25
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4-26 126
4-27 LSD 126
4-29 128
4-30 129
4-31 LSD 130
4-32
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4-33 131
4-34 132
4-35
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4-36 134
4-37 135
4-38
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4-39 136
4-40 137
4-41
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4-42 139
4-43 140
4-44 LSD 140
4-45 142
4-46 144
4-47 LSD 146
4-48 147
4-49 149
4-50 LSD 150
4-51 152
4-52 154
4-53 Ho 167
2-1 20
2-2 22
2-3 28
2-4 29
2-5 35
2-6 Shannon-Weaver 37
2-7 Schramm 38
2-8 39
2-9 40
2-10 e-mail 43
2-11 Dick Carey 47
2-12 51
2-13 53
2-14 55
2-15 56
2-16 ADDIE 59
2-17 64
3-1 77
3-2 85
3-3 88
3-4 92
3-5 95
3-6 95
3-7 96
3-8 97
NII (National Information
Infrastructure )
FIND 1,476
64.4%
( 2008) ISC
4.9 2006
0.5 11% 511 2007 1
69 16% 13 4 (
2007)
(
2001) 2001
( 2001 2002 2002 2002)
( 1999 2000 2002
2004 2004 Mayer & Moreno, 2003 Newby, Stepich, Lehman, &
Russell, 2000)
(
2001 2004 2004 Clark,1994)
(2004)
1.
2. 3. 4.
5. 6. 7.
8.
(2001)
(2006)
Shulman (1987)
Dale(1969) (Co ne of Experience)
( 2004)
PowerPoint
( 2005 2006)
Bruner (1966)
PowerPo int
( )
( )
( ) (
) ( )
( )
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( )
(Bruner, 1966)
(Shulman, 1986) (Ausubel, 1963) (Gagn ,
1985)
Hirberrt & Carpenter(1992) (External
Representation) ( Internal Representation)
( 1997) McKendree, Small, Stenning & Conlo n, (2002)
( 2004) (1994)
(2000) (Representatio n)
Bruner (1966)
( Cognitive Representation) (Representation o f Knowledge)
(Enactive Representation) (Iconic Representation) (Symbolic Representatio n) ( 1999)
( ) (Enactive Representation)
( ) ( )(Iconic Representation)
(Mentalimage)
( ) ( )(Symbolic Representation)
( 2003)
( )
( )
( )
( )
Bruner (1966) (
2004)
( ) (Principle of Motivation)
( ) (Principle of Structure)
( ) (Principle of Sequence)
( ) (Principle of Reinforcement)
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?
Shulman(1986)
McDiarmid,Ball & Anderso n(l989)
Hilbert & Carpenter(1992)
(1997)
(Pedagogical Content Knowledge)
(Subject Matter Knowledge)
Ball(1990)
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( )
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(2003) 1.
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Bruner(1966) 1. (Enactive) ( )
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1996 2002) 1.
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Dale(1969)
Shulman(1986)
( )
( )
( )
Sternberg & Horvath(1995)
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(2001)
( )
( )
(Shulman,1986)
( )
(Wilson,Shulman Richert,1987)
( )
(Duit,1991 1994)
Shulman(1987)
2-1( 2004 2006)
2-1 ( 2006 p17)
Molenda Heinich & Russell(1999) ASSURE
ADDIE
2-1
( )
( )
( )
( )
( )
( )
( )
( )
2006
2-2
2-2
( 2006 p17)
(Meaningful Learning) Ausubel(1978)
Ausubel
Ausubel
( )
(Hierarchical Cognitive Structure)
( 1999 2002 2003) (1990)
(Prior Knowledge) (Advanced
Organizer)
( )
(Superordinate Concept)
(Subordinate Co ncept) (Inclusiveness)
(Generality) (Abstractio n)
Ausubel(1978)
( 2001
2002 1999)
( )
( 1999) Driscoll(2000)
(
) (2003)
(2002)
2.
( )
( 1997 Ausubel,1968 ; Novak,1998)
1.
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3.
( )
Novak, Mintzes, & Wandersee(2000)
(Subsumptio n Learning) (Progressive Differentiation) (Superordinate Learning)
(Integration Reconciliation)
1. (Subsumptio n Learning) No vak(1998)
( )
(1) (Derivative Subsumption)
(2) (Correlative
Subsumption) ( )
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2. (Progressive Differentiatio n) Ausubel(1968)
(Progressive Differentiation)
Weriner(1978)
(Extending) (Reorganizing)
3. (Superordinate Learning)
(Driscoll,2000) 4. (Integration Reconciliation) (2002)
(1998) Novak(1998)
- -
( )
2-3
2-3 ( )
Lindsay & Norman(1977) (Information-Processing Theory)
( 1996)
Atkinson & Shiffr in(1968)
Gagn
Gagn (1985)
Gagn 2-4
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Gagn (1985) ( )
5~9
Gagn (1985)
(Sensory Register) (Short-Term Memory) (Long-Term Memory)
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Neisser(1967) 1.
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( 1998)
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(Working Memory)
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1998) 2. Miller(1956) 5~9
( 1999)
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Anderson(1983)
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( 1998 2003)
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Paivio 1986 (Dual Coding Theory)
( 2004)
( ) (Retrieval)
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( 2003)
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Gagn (1985)
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2005 p81
Gagn (1985)
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( 2005) 2-5
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(Heinich,Mo lenda,Russell,& Samaldino 1999 p14)
( 2003)
( ) (Dirct Purposegul Experiences)
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DNA
( ) (Dramatized Experiences)
( ) (Demonstrations)
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( ) (Television an Motion Pictures)
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( ) (Visual Symbols)
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(Bruner)
( 1996)
( ) ( ) ( )
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Shannon-Weaver (Mathematical Theory of Communication)
Shannon & Weaver 1949
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Source Sender Channel Receiver Destination
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Schramm(1954)
Schramm(1954) Shannon-Weaver(1949)
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Bruner(1966) Shulman(1986)
Ausubel(1963) Schramm(1954)
2-8
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2003) (2005)
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4. (Motor Skills)
5. (Attitudes)
Gagn (1985)
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e-mail ( )
(Task Analysis)
2-11 e-mail
2-10 e-mail ( )
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1997)
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4. (Presenting the Stimulus Material)
5. (Pro viding Learning Guidance)
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Develo pment)
6. (Eliciting the Performance)
7. (Providing Feedback)
8. (Assessing Performance)
9. (Enhancing Retentio n and Transfer)
ADDIE Dick &
Carey(1996) ASSURE(1999)
( )ADDIE
ADDIE
ADDIE (Analysis) (Design) (Develop)
( 2004 2006) 1. (Analyze) (1)
(2)
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ADDIE
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Dick & Carey ADDIE
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Dick Carey ADDIE
Dick & Carey ADDIE
Dick & Carey ADDIE
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2-11 Dick Carey
( 2005 p90,91)
2-11 Dick & Carey ADDIE
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ASSURE ( 2002) ASSURE (Analyze
Learner) (State Objectives) (Select media and
materials) (Utilize Media and Materials)
(Require Learner Participation) (Evaluate and Revise)
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4.U (Utilize Media and Materials)
5.R (Require Learner Participation)
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(2003)
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2003 p30
( 2003)
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2-13
Dale (1969)
Dale (l969)
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( 2002
2005)
Taylor(1998) (Social) (Individual)
( 2003)
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(2006)
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Gagn (1985)
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ASSURE (Analyze Learner) (State Objectives)
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(Evaluate and Revise)
( )
( )
( )
Gagn (1985)
( )
( )
( )
( )
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ADDIE 2-16
2-16 ADDIE
ADDIE
ADDIE
(2002)
(2002)
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(1999)
( )
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( )
(2004) WH( )
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( 2004 p118)
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(2005)
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(4) (Elaboration)
(5) (Evaluatio n)
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( )Ho1
( )Ho2
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( )Ho7
( )Ho8
( ) Ho9
( ) Ho10
( )Ho11
( ) Ho12
( )Ho13
( ) Ho14
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( ) Ho17
( )Ho18
( )Ho19
( )Ho20
( ) Ho21
( ) Ho22
( ) Ho23
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1. 2 .
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(ANOVA)
SPSS
3-2
(Nonequivalent-Contro l Group Design)
( 2006) 3-1
3-1
O1 X1 O2 O3
O4 X2 O5 X3 O6
O7 C O8 X4 O9
( )
1.
2.
3.
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25%
[( + + + ) 4]
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X1 X2 treatment X1
X2 C
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0~100
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1.
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1300 41
1/4
S
3-2
3-2
32
95
1~8 32
31 32
32 127
95
Piaget(1970) (
) ( ) (
) ( 1999)
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Bruner (1966) Piaget(1970)
( ) (Subject Matter Content Knowledge)
(Convective Heat Transfer) ( )
( 2005 2006)
3-4
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( 2006 p131)
( )
3-3
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8 12 4 24
18 10 4 8 21 23 6
8 8 8 24
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8 8 8 24
3 22. 2 7 5 14 20 7
8 8 12 28
8 9 8 25
32 36 32 100
( )
32
3-5
9 0.56 0.42
8 0.46 0.55
8 0.6 0.47
Ebel & Frisbie(1991)
3-5 Ebel & Frisbie
3-6
3-6
1 0.72 0.5
2 0.66 0.38
3 0.5 0.88
4 0.72 0.38
5 0.69 0.63
6 0.72 0.25
7 0.75 0.5
( )
10 0.75 0.5
11 0.63 0.63
12 0.56 0.38
13 0.34 0.5
14 0.59 0.75
15 0.47 0.25
16 0.38 0.38
17 0.72 0.38
18 0.22 0.38
19 0.22 0.63
20 0.66 0.25
21 0.59 0.63
22 0.59 0.88
23 0.63 0.63
24 0 0
25 0.47 0.25
0.54 0.48
3-6 0.2~0.8 0.2
0.57 0.49
(2006)
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( 27-40 )
3-7
3-7 Cronbach s
3-7 Cronbach s
0.87 Cro nbach s 0. 88
Cro nbach s 0.96 Cro nbach s
0.96 0.87
Cro nbach s
(1-14 ) 0.87
(15-26 ) 0.88
(27-40 ) 0.96
0.96
SPSS(Statistics Package for Social Science)
(ANCOVA)
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(ANOVA)
19
(ANOVA)
( )
95
( ) 32 ( )
32 ( ) 31
100 0
25% [( +
+ + ) 4]
[(
) 4*0.33+( ) 2*0.33+ *0.33+1]
4-1
4-1
4-1 82.26
87.98 84.57
5.72 3.41
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67.38 82.38
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31 84.57 10.15 70.84 15.67
11.54 3.46
12.89
18.24 15.67
( )
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Homogeneity of Within-Class
Regression Coefficient 4-2
4-2
F
14.97 2 7.483 0.049 0.952
13652.47 89 153.4
*p<0.05
4-2 F 0.049
p 0.952(p>0.05)
( )
4-3
4-3
4-3
67.38 69.9
82.38 79.52 70.84
71.19
9.62
8.33 1.29
( )
4-4
4-4
F
1661.6 2 830.8 5.532 0.005*
13667.43 91 150.19
*p<0.05
32 67.38 69.9
32 82.38 79.52
31 70.84 71.19
0.005(<0.05) LSD
(Fisher s Least Significant Difference) 4- 5
4-5 LSD
---- 0.003* 0.677
0.003* ---- 0.009*
0.677 0.009* ----
*p<0.05
4-5 p 0.003(<0. 05)
p 0.009(<0.05)
p 0.677(>0.05)
(ANCOVA)
( )
Homogeneity o f Within-Class Regression Co efficient 4-6
4-6
F
33.17 2 16.58 0.473 0.625
3120.85 89 35.07
*p<0.05
4-6 F 0.473
p 0.625(p>0.05)
( )
4-7
4-7
19.75
25.5 21.03
5.75
4.47 1.28
8.12 6.16
7.08
19.75 20.79
25.5
24.32 21.03
21.18
3.53
3.14 0.39
( )
4-8
32 19.75 8.12 20.79
32 25.5 6.16 24.32
31 21.03 7.08 21.18
4-8
F
227. 59 2 113.795 3.28 0.042*
3154.02 91 34.66
*p<0.05
4-8 F 3.28 p
0.042(<0.05) LSD
(Fisher s Least Significant Difference) 4- 9
4-9 LSD
---- 0.022* 0.797
0.022* ---- 0.039*
0.797 0.039* ----
*p<0.05
4-9 p 0.022(<0. 05)
p 0.039(<0.05)
p 0.797(>0.05)
(ANCOVA)
( )
Homogeneity o f Within-Class Regression Co efficient 4-10
4-10
F
21.99 2 11 0.335 0.716
2920.79 89 32.82
*p<0.05
4-10 F 0.335
p 0.716(p>0.05)
( )
4-11
4-11
32 25.88 7.4 26.74
32 30.62 4.94 29.64
25.88
30.62 27.61
4. 74
3.01 1.73
7.4 4.94
7.26
30.62
36 5.32 Ceiling
Effect
25.88 26.74
30.62
29.64 27.61
27.73
2.9
1.19 0.99
( )
4-12
4-12
F
131. 87 2 65.94 2.04 0.136
2942.78 91 32.34
*p<0.05
4-12 F 2.04 p
0.136(>0.05)
(ANCOVA)
( )
Homogeneity o f Within-Class Regression Co efficient 4-13
4-13
F
38.43 2 19.22 0.677 0.511
2524.56 89 28.37
*p<0.05
4-13 F 0.677
p 0.511(p>0.05)
( )
4-14
4-14
21.75
26.25 22.19
4.5
4.06 0.44
6.34 4.54
6.35
21.75 22.36
32 21.75 6.34 22.36
32 26.25 4.54 25.26
31 22.19 6.35 22.28
2.9
2.98 0.08
( )
4-15
4-15
F
214. 27 2 107.13 3.8 0.026*
2563 91 28.17
*p<0.05
4-15 F 3.8 p
0.026(<0.05) LSD
(Fisher s Least Significant Difference) 4-16
4-16 LSD
---- 0.021* 0.953
0.021* ---- 0.017*
0.953 0.017* ----
*p<0.05
4-16 p
0.021(<0.05)
p 0.017(<0.05)
p 0.953(>0.05)
1/2
1/2 ( )
16 ( ) 16 (
) 16 48
16 16 15 47
(ANCOVA)
Homogeneity of Within-Class Regression Coefficient
( )
4-17
4-17
F
39.78 2 19.89 0.145 0.866
5777.03 42 137.55
*p<0.05
4-17 F 0.145
p 0.866(p>0.05)
( )
4-18
4-18
77.75 88.5
79.25
16 77.75 12.56 77.67
16 88.5 7.57 87.07
16 79.25 13.87 80.75
10.75 9.25
1.5 12.56
7.57 13.87
77.75 77.67
88.5 87.07
79.25 80.75
9.4 6.32
3.08
( )
(ANCOVA) 4-19
4-19
F
680. 93 2 340.46 2.575 0.088
5816.81 44 132.2
*p<0.05
4-19 F 2.575 p
0.088(>0.05)
Ho mogeneity of Within-Class Regression Coefficient
( )
4-20
4-20
F
5.1 2 2.548 0.016 0.984
6680.93 41 162.95
*p<0.05
4-20 F 0.016
p 0.984(p>0.05)
( )
4-21
4-21
57
76.25
61.87
19.25 14.38
4.87 17.31
14.35 12.36
57 61.25
76.25 73.51
61.87 60.26
12.26 13.25
0.99
( )
16 57 17.31 61.25
16 76.25 14.35 73.51
16 61.87 12.36 60.26
4-22
F
1645.87 2 822.93 5.293 0.009*
6686.03 43 155.49
*p<0.05
4-22 F 5. 293 p
0.009(<0.05) LSD
(Fisher s Least Significant Difference) 4-23
4-23 LSD
---- 0.012* 0.833
0.012* ---- 0.005*
0.833 0.005* ----
*p<0.05
4-23 p
0.012(<0.05)
p 0.005(<0.05)
p 0.833(>0.05)
95
94 ( ) 32
( ) 32 (
) 30
(ANCOVA) SPSS12.0
( )
Homogeneity o f Within-Class Regression Co efficient
4-24
4-24
F
90.782 2 45.391 0.378 0.686
4-24 F 0.378 p 0.686(p>0.05)
( )
4-25
4-25
71.13
83.25
71.6
12.12 11.65
0.47 15.53
11.47 15.09
32 71.13 15.53 73.58
32 83.25 11.47 80.78
30 71.6 15.09 71.61
71.13 73.58
83.25 80.78
71.6 71.61
7.2 9.17
1.97
( )
4-26
4-26
F
1420.17 2 710.09 5.994 0.004*
10662.41 90 118.47
*p<0.05
4-26 F 5. 994 p
0.004(<0.05) LSD
(Fisher s Least Significant Difference) 4-27
4-27 LSD
---- 0.012* 0.481
0.012* ---- 0.001*
0.481 0.001* ----
*p<0.05
0.012(<0.05)
p 0.001(<0.05)
p 0.481(>0.05)
(ANCOVA)
( )
Homogeneity o f Within-Class Regression Coefficient 4-28
4-28
F
44.23 2 22.16 0.751 0.475
2592.28 88 29.46
*p<0.05
4-28 F 0.751
p 0.475(p>0.05)
( )
4-29
4-29
19.87 24.63 20
32 19.87 6.93 20.7
32 24.63 5.48 23.8
30 20 6.03 20.01
4.63 0.13 6.93
5.48 6.03
19.87 20.7
24.63 23.8
20.01 21.18
3.1
3.79 0.69
( )
4-30
4-30
F
249. 03 2 124.52 4.251 0.017*
2636.51 90 29.3
*p<0.05
4-30 F 4.251 p
0.017(<0.05) LSD
(Fisher s Least Significant Difference) 4-31
4-31 LSD
---- 0.028* 0.618
0.028* ---- 0.007*
0.618 0.007* ----
*p<0.05
4-31 p
0.028(<0.05)
p 0.007(<0.05)
p 0.618(>0.05)
(ANCOVA)
( )
Homogeneity o f Within-Class Regression Coefficient 4-32
4-32
F
61.53 2 75.47 1.251 0.291
2142.38 88 24.35
*p<0.05
4-32 F 1.251
p 0.291(p>0.05)
( )
4-33
4-33
26.87 31.13 27.47
4.26
32 26.87 7.06 27.74
32 31.13 3.33 30.25
30 27.47 6.62 27.47
3.66 0.6 7.06
3.33 6.62
26.87 27.74
31.13 30.25
27.47 27.47
2.51
2.78 0.27
( )
4-34
4-34
F
143. 42 2 71.71 2.9 0.06
2225.16 90 24.72
*p<0.05
4-34 F 2.9 p
0.06(>0.05)
(ANCOVA)
( )
Homogeneity o f Within-Class Regression Coefficient 4-36
4-35
F
150.94 2 75.47 3.1 0.050
2142.38 88 24.35
*p<0.05
4-35 F 3.1
p 0.050 0.050
p>0.05
( )
4-36
4-36
24.37 27.5 24.13
3.13
3.37 0.24
5.17 5.63
6.52
24.37 25.14
27.5 26.73
24.13 24.14
1.59
2.59 1
( )
32 24.37 5.17 25.14
32 27.5 5.63 26.73
30 24.13 6.52 24.14
4-37
F
104. 11 2 52.05 2.04 0.136
2293.32 90 25.48
*p<0.05
4-37 F 2.04 p
0.136(>0.05)
1/2 1/2 (
) 16 ( )
16 ( ) 15
47 16 16
15 47
(ANCOVA)
Homogeneity of Within-Class Regression Coefficient
( )
4-38
4-38
F
244.73 2 122.36 1.554 0.224
3228.73 41 78.75
*p<0.05
4-39 F 1.554
p 0.224(p>0.05)
( )
4-39
4-39
16 81.25 9.77 81.45
16 89.25 3.79 87.86
81.25
89.25
79.20
8 10.05
2.05 9.77
3.79 1 2.21
81.25 81.45
89.25 87.86
79.2 80.47
6.41 7.39
0.98
( )
(ANCOVA) 4-40
4-40
F
425. 21 2 212.6 2.632 0.084
3473.46 43 80.78
*p<0.05
4-40 F 2.632 p
0.084(>0.05)
Ho mogeneity of Within-Class Regression Coefficient
( )
4-41
4-41
F
636.35 2 18.17 2.293 0.114
5689.89 41 138.78
*p<0.05
4-41 F 2.293
p 0.114(p>0.05)
( )
4-42
4-42
61
77.25 64
16.25 13.25
3 13.58
13.44 14.1
61 64.39
77.25 75.06
64 62.71
10.67 12.35
1.68
( )
4-43
16 61 13.58 64.39
16 77.25 13.44 75.06
15 64 14.1 62.71
4-43
F
1361.03 2 680.52 4.626 0.015*
6326.24 43 147.12
*p<0.05
4-43 F 4. 626 p
0.015(<0.05) LSD
(Fisher s Least Significant Difference) 4-45
4-44 LSD
---- 0.024* 0.714
0.024* ---- 0.007*
0.714 0.007* ----
*p<0.05
4-44 p
0.024(<0.05)
p 0.007(<0.05)
p 0.714(>0.05)
19
32 32 30
(ANOVA)
( )
4-45
4-45
(%)
1. 28.1 46.9 25 0 0 4.03 0.740
53.1 18.8 28.1 0 0 4.25 0.88
50 36.7 13.3 0 0 4.37 0.718
2. 34.4 40.6 21.9 3.1 0 4.06 0.840
37.5 31.3 31.3 0 0 4.06 0.840
53.3 33.3 13.3 0 0 4.4 0.724
3. 18.8 53.1 25 3.1 0 3.88 0.751
25 53.1 15.6 6.3 0 3.97 0.822
36.7 30 33.3 0 0 4.03 0.85
4. 28.1 46.9 18.8 6.3 0 3.97 0.861
40.6 28.1 28.1 3.1 0 4.06 0.914
43.3 40 16.7 0 0 4.27 0.74
5. 18.8 46.9 31.3 3.1 0 3.81 0.78
31.3 25 48.3 0 0 3.88 0.871
26.7 46.7 26.7 0 0 4.00 0.743
6. 40.6 40.6 15.6 3.1 0 4.19 0.821
62.5 12.5 18.8 3.1 3.1 4.28 1.085
53.3 26.7 20 0 0 4.33 0.802
7. 25 28.1 43.8 3.1 0 3.75 0.88
37.5 18.8 37.5 3.1 3.1 3.84 1.081
33.3 33.3 33.3 0 0 4 0.83
8. 10 23.3 50 10 6.7 3.20 0.997
29 32.3 25.8 6.5 6.5 3.71 1.16 26.7 30 36.7 6.7 0 3.77 0.935
(%)
9. 18.8 15.6 50 9.4 6.3 3.31 1. 091
25 25 28.1 15.6 6.3 3.47 1. 218 26.7 23.3 46.7 3.3 0 3.73 0. 907
10.
46.9 21.9 25 3.1 3.1 4.06 1. 076 54.8 19.4 16.1 3.2 6.5 4.13 1. 204
50 23.3 23.3 3.3 0 4.2 0. 925
11.
31.3 37.5 18.8 9.4 3.1 3.84 1. 081 68.8 6. 3 18.8 6.3 0 4.38 1. 008
56.7 23.3 20 0 0 4.37 0. 809
12. 12.5 34.4 46.9 6.3 0 3.53 0. 803
21.9 37.5 37.5 3.1 0 3.78 0. 832
26.7 26.7 46.7 0 0 3.8 0. 847
13. 19.4 16.1 45.2 12.9 6.5 3.29 1. 131
38.7 22.6 32.3 0 6.5 3.87 1. 147
26.7 20 43.3 10 0 3.8 0. 999
14.
25 15.6 34.4 18.8 6.3 3.34 1. 234 43.8 12.5 37.5 3.1 3.1 3.91 1. 118 26.7 23.3 43.3 6.7 0 3.7 0. 952 25.55 33.39 32.26 6. 55 2. 29 3.73
40.68 24.51 28.84 3. 81 2. 51 3.97 38.34 29.76 29.76 2. 14 0. 00 4.06
3.73 3.97 4.06
3.2~4.19 3.47~4.25 3.73~4.4
0.74~1.234
0.822~1.218 0.718~0.999
( ) (ANOVA)
4-46
4-46
F
1. 1.56 2 0.78 1.23 0. 298
48.33 76 0.64
2. 4.43 2 2.21 3.48 0.036*
48.43 76 0.64
3. 0.29 2 0.14 0.20 0. 820
54.60 76 0.72
4. 2.01 2 1.01 1.39 0. 255
54.88 76 0.72
5. 0.79 2 0.39 0.62 0. 542
48.40 76 0.64
6. 0.98 2 0.49 0.56 0. 572
65.96 76 0.87
7. 0.83 2 0.42 0.45 0. 638
70.03 76 0.92
8. 4.54 2 2.27 1.99 0. 144
86.95 76 1.14
9. 3.72 2 1.86 1.53 0. 222
F
10. 1.12 2 0.56 0.49 0.616
87.74 76 1.15
11. 4.93 2 2.46 2.80 0.067
66.97 76 0.88
12. 1.17 2 0.59 0.77 0.465
57.54 76 0.76
13. 1.98 2 0.99 0.80 0.451
93.39 76 1.23
14. 3.98 2 1.99 1.60 0.209
94.63 76 1.25
14.58 1 14.58 0.21 0.647
3914.3
0 57 68.67
*p<0.05
(F=0.21 p=0.647) p
0.05
( )
(F=3.94, p=0.024)
LSD 4-47
4-47 LSD
---- 0.488 0.061
0.488 ---- 0.014*
0.061 0.014* ----
*p<0.05
4-48 p 0.014(<0.05)
p 0.061(>0.05) p 0.488(>0.05)
( )
19
4-48
4-48
(%)
15. 16.1 58.1 25.8 0 0 3.90 0.651
34.4 34.4 28.1 3. 1 0 4.00 0.88
36.7 43.3 20 0 0 4.17 0.747
16. 56.3 34.4 9.4 0 0 4.47 0.671
71.9 12.5 9.4 3. 1 3.1 4.47 1.016
53.3 40 6.7 0 0 4.47 0.629
17. 50 37.5 12.5 0 0 4.38 0.707
65.6 18.8 15.6 0 0 4.5 0.762
56.7 33.3 10 0 0 4.47 0.681
18. 31.3 43.8 25 0 0 4.06 0.759
25 37.5 34.4 3. 1 0 3.84 0.847 34.5 41.4 20.7 3. 4 0 4.07 0.842
19. 0 9.4 40.6 15.6 34.4 3.75 1.047
3.3 0 20 23.3 53.3 4.23 1.006 0 3.4 20.7 41.4 34.5 4.21 .861
20. 21.9 40.6 21.9 3. 1 12.5 3.56 1.243
22.6 29 35.5 12.9 0 3.61 .989 34.5 27.6 34.5 3. 4 0 3.93 0.923
21. 21.9 34.4 40.6 3. 1 0 3.72 0.924
41.9 25.8 25.8 3. 2 3.2 4.00 1.065
53.3 30 16.7 0 0 4.37 0.765
22. 34.4 12.5 43.8 9. 4 0 3.72 1.054
32.3 29 29 6. 5 3.2 3.81 1.078
40 36.7 20 3. 3 0 4.13 0.86
(%)
23. 15.6 21.9 59.4 3.1 0 3.50 0.803
25 28.1 40.6 3.1 3.1 3.69 0.998
26.7 23.3 50 0 0 3.77 0.858
24. 25.8 22.6 48.4 3.2 0 3.71 0.902
18.8 15.6 59.4 3.1 3.1 3.44 0.848
33.3 30 36.7 0 0 3.97 0.858
25. 43.8 28.1 21.9 6.3 0 4.09 0.963
62.5 15.6 12.5 6.3 3.1 4.28 1.114
55.2 27.6 17.2 0 0 4.38 0.775
26. 25 31.3 37.5 3.1 3.1 3.72 0.991
46.9 21.9 28.1 0 3.1 4.09 1.027 56.7 16.7 23.3 3.3 0 4.27 0.944 28.51 31.22 32.23 3.91 4.17 3.88 37.52 22.35 28.20 5.64 6.27 4.00 40.08 29.44 23.04 4.57 2.88 4.18
4-48
3.88 4 4.18
3.5~4.47 3.44~4.5 3.77~4.47
0.615~1.243
0.762~1.114 0.629~0.944
)
( )
4-50
4-49
F
15. 1.06 2 0.53 0.90 0.412
44.89 76 0.59
16. 0.09 2 0.05 0.07 0.932
51.50 76 0.68
17. 0.24 2 0.12 0.21 0.810
43.13 76 0.57
18. 0.96 2 0.48 0.66 0.519
55.04 76 0.72
19. 3.34 2 1.67 1.69 0.192
75.34 76 0.99
20. 3.45 2 1.72 1.54 0.222
85.26 76 1.12
21. 7.42 2 3.71 3.94 0.024
71.57 76 0.94
22. 5.24 2 2.62 2.56 0.084
77.62 76 1.02
23. 0.89 2 0.44 0.52 0.595
64.56 76 0.85
F
24. 3.73 2 1.86 2.11 0.129
67.21 76 0.88
25. 1.50 2 0.75 0.78 0.461
72.81 76 0.96
26. 4.74 2 2.37 2.45 0.093
73.64 76 0.97
56.57 1 56.57 1.26 0.266
2552.
11 57 44.77
*p<0.05
4-49 (F=1.26 p=0.266)
p 0.05
( )
LSD 4-50
4-50 LSD
---- 0.66 0.01*
0.66 ---- 0.038*
0.01 0.038* ----
4-50 p 0.01(<0.05)
p 0.038(<0.05) p
0.66(>0.05)
(
) 4.47
,
4.5 0.03 F
0.07 p 0.932
( )
4-51
4-51
(%)
27. N N N N N N N
68.8 12.5 15.6 0 3.1 4.44 0.982
63.3 23.3 13.3 0 0 4.5 0.731
28. N N N N N N N
48.4 35.5 12.9 0 3.2 4.26 0.93 56.7 33.3 6.7 3.3 0 4.43 0.774
29. N N N N N N N
40.6 31.3 25 0 3.1 4.06 0.982
36.7 50 13.3 0 0 4.23 0.679
30. N N N N N N N
53.1 18.8 18.8 3.1 6.2 4.09 1.201 26.7 46.7 23.3 3.3 0 3.97 0.809
31. N N N N N N N
53.1 18.8 18.8 3.1 6.30 4.09 1.201
40 23.3 36.7 0 0 4.03 0.89
32. N N N N N N N
59.4 18.8 18.8 0 3.1 4.31 0.998 46.7 23.3 23.3 3.3 3.3 4.07 1.081
33. N N N N N N N
46.9 18.8 28.1 3.1 3.1 4.03 1.092 33.3 30 33.3 3.3 0 3.93 0.907
34. N N N N N N N
54.8 25.8 16.1 0 3.2 4.29 0.973 46.7 20 26.7 6.7 0 4.07 1.015
(%)
35. N N N N N N N
46.9 31.3 15.6 3.1 3. 1 4.16 1.019
40 30 26.7 3.3 0 4.07 0.907
36. N N N N N N N
43.8 9.4 31.3 0 15.6 3.66 1. 45
40 30 16.7 13.3 0 3.97 1.066
37. N N N N N N N
25 18.8 40.6 6.3 9. 4 3.44 1.216 34.5 13.8 41.4 6.9 3. 4 3.69 1.137
38. N N N N N N N
46.9 25 21.9 3.1 3. 1 4.09 1.058
60 20 20 0 0 4.4 0.814
39. N N N N N N N
40.6 12.5 43.8 0 3. 1 3.88 1.070
40 46.7 13.3 0 0 4.27 0.691
40. N N N N N N N
56.3 18.8 15.6 6.3 3. 1 4.19 1.12 60 10 23.3 3.3 3. 3 4.20 1.126
N N N N N N
48.90 21.15 23.06 2.01 4.91 4.07 44.61 28.60 22.71 3.34 0.71 4.13
4-51
4.07 4.13
3.44~4.44 3.69~4.5 (
) (
) 0.93~1.45 0.679~1.126
( )
4-52
4-52
F
27. 0. 00 1 0.00 0.01 0.943
42.71 57 0.75
28. 0. 19 1 0.19 0.26 0.610
41.33 57 0.73
29. 0. 45 1 0.45 0.62 0.433
41.18 57 0.72
30. 0. 80 1 0.80 0.89 0.349
51.37 57 0.90
31. 0. 25 1 0.25 0.25 0.616
56.66 57 0.99
32. 0. 77 1 0.77 0.75 0.389
58.41 57 1.02
33. 0. 15 1 0.15 0.15 0.704
58.83 57 1.03
34. 0. 39 1 0.39 0.41 0.524
*p<0.05
(F=0.02 p=0.89)
p 0.05
F
35. 0. 25 1 0.25 0.28 0.596
50.66 57 0.89
36. 0. 80 1 0.80 0.51 0.477
89.37 57 1.57
37. 0. 97 1 0.97 0.68 0.414
81.57 57 1.43
38. 0. 89 1 0.89 0.97 0.328
52.29 57 0.92
39. 1. 73 1 1.73 2.07 0.156
47.66 57 0.84
40. 0. 01 1 0.01 0.01 0.926
0. 00 1 0.00 0.01 0.943
1. 99 1 1.99 0.02 0.890
5869.6
3 57 102.98
( ) Ho1
p 0.009(<0.05) ( 4-5)
Ho1
( ) Ho2
p
0.003(<0.05) ( 4-5)
Ho2
( )Ho3
Ho3
( ) Ho4
p 0.039(<0.05) (
4-9)
Ho4
( )Ho5
p 0.022(<0.05) ( 4-9)
Ho5
( )Ho6
p
0.797(>0.05) ( 4-9)
Ho6
( )Ho7
( )Ho8
( ) Ho9
F 2.04 p 0.136(>0.05) ( 4-12)
Ho7 Ho8 Ho9
( ) Ho10
p 0.017(<0.05) (
4-16)
( )Ho11
p 0.021(<0.05) ( 4-16)
Ho11
( ) Ho12
p
0.953 (>0.05) ( 4-16)
Ho12
( )Ho13
( ) Ho14
( ) Ho15
F 2.575 p 0.088(>0.05)
Ho13 Ho14 Ho15
( )Ho16
p 0.005 (<0.05) ( 4-23)
Ho16
( ) Ho17
p
0.012 (<0.05) ( 4-23)
Ho17
( )Ho18
p
Ho18
( )Ho19
p 0.001 (<0.05) ( 4-27)
Ho19
( )Ho20
p 0.012
(<0.05) ( 4-27)
Ho20
( ) Ho21
p 0.481 (>0.05)
( 4-27)
( ) Ho22
p 0.007 (<0.05) (
4-31)
Ho22
( ) Ho23
p 0.028 (<0.05) ( 4-31)
Ho23
( ) Ho24
Ho24
( )
( ) Ho26
( ) Ho27
F 2.9 p 0.06(>0.05) ( 4-34)
Ho25 Ho26 Ho27
( )Ho28
( ) Ho29
( )Ho30
F 2.04 p 0.136(>0.05) ( 4-37)
Ho28 Ho29 Ho30
( )Ho31
( ) Ho32
( ) Ho33
F 2. 632 p 0.084(>0.05) ( 4-40)
Ho31 Ho32 Ho33
( )Ho34
Ho34
( ) Ho35
p
0.024 (<0.05) ( 4-44)
Ho35
( )Ho36
p
0.714 (>0.05) ( 4-44)
Ho36
( )Ho37
( )Ho38
( )Ho39
F 0.21
p 0.647(>0.05) ( 4-46)
Ho37 Ho38 Ho39
( )Ho40
( )Ho41
( )Ho42
F 1.26
p 0.266 (>0.05) ( 4-49)
Ho40 Ho41 Ho42
( )Ho43
F 0.02 p 0.89(>0.05) (
Ho43 4-53
4-53 Ho
Ho Ho1
Ho2
Ho3
Ho4
Ho5
Ho6
Ho7
Ho8
Ho9
Ho10
Ho11